Coin Change Minimum Coins in DSA Javascript - Time & Space Complexity

Time Complexity: Coin Change Minimum Coins

O(amount x coins.length)

Understanding Time Complexity

We want to know how the time needed to find the minimum coins changes as the amount grows.

How does the number of coins and amount affect the work done?

Scenario Under Consideration

Analyze the time complexity of the following code snippet.

function minCoins(coins, amount) {
  const dp = Array(amount + 1).fill(Infinity);
  dp[0] = 0;
  for (let i = 1; i <= amount; i++) {
    for (const coin of coins) {
      if (coin <= i) {
        dp[i] = Math.min(dp[i], dp[i - coin] + 1);
      }
    }
  }
  return dp[amount] === Infinity ? -1 : dp[amount];
}
    

This code finds the fewest coins needed to make a given amount using given coin values.

Identify Repeating Operations

Identify the loops, recursion, array traversals that repeat.

• Primary operation: Nested loops: outer loop runs through amounts 1 to amount, inner loop runs through all coin types.
• How many times: Outer loop runs amount times, inner loop runs coins.length times for each outer iteration.

How Execution Grows With Input

As the amount grows, the code checks each coin for every smaller amount up to the target.

Input Size (amount)	Approx. Operations
10	10 x number of coins
100	100 x number of coins
1000	1000 x number of coins

Pattern observation: Operations grow roughly in a straight line with amount, multiplied by the number of coin types.

Final Time Complexity

Time Complexity: O(amount x coins.length)

This means the time needed grows proportionally with the amount and the number of coin types.

Common Mistake

[X] Wrong: "The time depends only on the amount, not on the number of coins."

[OK] Correct: Each coin is checked for every amount, so more coin types mean more checks and more time.

Interview Connect

Understanding this helps you explain how dynamic programming solves problems efficiently by building up answers step-by-step.

Self-Check

"What if we used recursion with memoization instead of loops? How would the time complexity change?"

Practice

1. What does the Coin Change Minimum Coins problem ask you to find?
Given coins of different denominations and a total amount, find the minimum number of coins needed to make that amount.

easy

A. Minimum number of coins needed to make the amount

B. Maximum number of coins that can be used

C. Total sum of all coin denominations

D. Number of different coin types available

Solution

1. Step 1: Understand the problem goal

   The problem asks for the fewest coins needed to reach a given amount using available coin denominations.

2. Step 2: Identify the correct interpretation

   Among the options, only the minimum number of coins needed matches the problem description.

3. Final Answer:

   Minimum number of coins needed to make the amount -> Option A

4. Quick Check:

   Minimum coins = problem goal [OK]

Hint: Focus on 'minimum coins' needed, not total or max coins [OK]

Common Mistakes:

• Confusing minimum with maximum coins
• Thinking about total sum of coins instead of count
• Ignoring the amount to be formed

2. Which of the following is the correct way to initialize the DP array for the Coin Change Minimum Coins problem in JavaScript?
const dp = new Array(amount + 1).fill(____);

easy

A. null

B. 0

C. -1

D. Infinity

Solution

1. Step 1: Understand DP array initialization

   We initialize dp array with Infinity to represent that initially no amount can be formed except 0.

2. Step 2: Confirm correct fill value

   Filling with Infinity helps us find minimum coins by comparing and updating values.

3. Final Answer:

   Infinity -> Option D

4. Quick Check:

   DP array filled with Infinity for min comparisons [OK]

Hint: Use Infinity to represent impossible amounts initially [OK]

Common Mistakes:

• Using 0 which implies amount can be formed with zero coins
• Using -1 which is not suitable for min comparisons
• Using null which causes errors in calculations

3. What will be the output of the following code?

const coins = [1, 2, 5];
const amount = 11;
function minCoins(coins, amount) {
  const dp = new Array(amount + 1).fill(Infinity);
  dp[0] = 0;
  for (let i = 1; i <= amount; i++) {
    for (const coin of coins) {
      if (coin <= i) {
        dp[i] = Math.min(dp[i], dp[i - coin] + 1);
      }
    }
  }
  return dp[amount] === Infinity ? -1 : dp[amount];
}
console.log(minCoins(coins, amount));

medium

A. 5

B. 4

C. 3

D. -1

Solution

1. Step 1: Trace DP array updates for amount 11

   Using coins 1, 2, 5, minimum coins for 11 are calculated as 3 (5+5+1) or 4 (5+2+2+2). The code finds 3 coins.

2. Step 2: Verify minimum coins count

   Actually, 11 = 5 + 5 + 1 uses 3 coins, which is minimum.

3. Final Answer:

   3 -> Option C

4. Quick Check:

   11 = 5+5+1 = 3 coins [OK]

Hint: Check combinations starting with largest coin first [OK]

Common Mistakes:

• Counting coins incorrectly (e.g., 5 coins instead of 3)
• Returning -1 when solution exists
• Ignoring smaller coins in calculation

4. Find the error in the following code snippet for Coin Change Minimum Coins:

function minCoins(coins, amount) {
  const dp = new Array(amount + 1).fill(Infinity);
  dp[0] = 0;
  for (let i = 0; i <= amount; i++) {
    for (const coin of coins) {
      if (coin <= i) {
        dp[i] = Math.min(dp[i], dp[i - coin] + 1);
      }
    }
  }
  return dp[amount] === Infinity ? -1 : dp[amount];
}

medium

A. Loop should start from i = 1, not 0

B. dp array should be filled with 0 instead of Infinity

C. Return statement should return dp[0] instead of dp[amount]

D. coin <= i condition should be coin < i

Solution

1. Step 1: Analyze loop start index

   The outer loop starts at i = 0, but dp[0] is base case and should not be updated. Starting at 1 avoids unnecessary updates.

2. Step 2: Confirm correct loop range

   Starting from i = 1 ensures dp values build correctly from base case.

3. Final Answer:

   Loop should start from i = 1, not 0 -> Option A

4. Quick Check:

   Start loop at 1 to build dp correctly [OK]

Hint: Start dp loops from 1, not 0, to avoid base case overwrite [OK]

Common Mistakes:

• Starting loop at 0 causing incorrect dp updates
• Filling dp with 0 causing wrong min calculations
• Wrong return index causing wrong output

5. Given coins = [2, 3, 7] and amount = 13, what is the minimum number of coins needed to make the amount?
Use the Coin Change Minimum Coins approach.

hard

A. -1

B. 4

C. 5

D. 3

Solution

1. Step 1: Try combinations to form 13

   Using coins 7, 3, and 2, one way is 7 + 3 + 3 = 13 with 3 coins.

2. Step 2: Check if fewer coins possible

   No combination uses fewer than 4 coins to make 13 with these denominations.

3. Final Answer:

   4 -> Option B

4. Quick Check:

   13 can be formed with 4 coins minimum [OK]

Hint: Try largest coin first, then fill remainder with smaller coins [OK]

Common Mistakes:

• Assuming no solution (-1) without checking combinations
• Counting coins incorrectly
• Ignoring coin reuse possibilities